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Modul
Numerical Linear Algebra in Image Processing [M-MATH-104058]
Credits
6Recurrence
UnregelmäßigDuration
1 SemesterLanguage
Level
4Version
1Responsible
Organisation
- KIT-Fakultät für Mathematik
Part of
Bricks
Identifier | Name | LP |
---|---|---|
T-MATH-108402 | Numerical Linear Algebra in Image Processing | 6 |
Competence Certificate
The module will be completed by an oral exam (ca. 20 min).
Competence Goal
Graduates can name essential concepts of image processing using numerical linear algebra methods and implement them efficiently.
Prerequisites
None
Content
- Linear models of optical devices
- Point spread function and discrete convolution
- Structured matrices and fast transformations
- Large, ill-conditioned linear systems of equations
- Krylov subspace methods, preconditioning
- Several applications
Workload
Total workload: 180 hours
Attendance: 60 hours
- lectures, problem classes, and examination
Self-studies: 120 hours
- follow-up and deepening of the course content,
- work on problem sheets,
- literature study and internet research relating to the course content,
- preparation for the module examination